Digital Twins

Bridge Design and Reality

A building doesn’t end at construction. A factory doesn’t stop evolving after commissioning. A facility lives, breathes, changes—and the systems that manage it should understand it as deeply as the systems that designed it.

Digital twins close the loop between what was designed and what exists. Between the model and the reality. Between intention and operation.


The Disconnect

Today, design and operations live in separate worlds:

Design phase: Rich 3D models. Detailed specifications. BIM data. Engineering intent captured precisely.

Handover: PDFs. Spreadsheets. Flattened data. Knowledge lost.

Operations: Separate systems. Siloed data. Operators who never saw the design. Maintenance teams working from paper.

The model that took years to create becomes a static archive the moment the building opens.

Meanwhile:

  • Sensors generate data no one connects to the design
  • Equipment fails without warning
  • Energy is wasted because systems don’t understand the space
  • Renovations start from scratch because the as-built is wrong

The 3D intelligence that existed in design vanishes at handover.


What We Enable

Living Models

Your digital twin isn’t a frozen snapshot. It’s a living system.

Continuous synchronization:

  • Design changes flow to the operational twin
  • As-built updates reflect back to the model
  • Sensor data streams into spatial context
  • The twin evolves with the facility

NATS JetStream at the core. Event-driven architecture that handles:

  • Thousands of sensor streams
  • Real-time state updates
  • Historical playback
  • Distributed deployment across sites

Spatial IoT

Sensors without context are just numbers. A temperature reading means nothing until you know where.

Connect IoT to 3D:

  • Sensors positioned in the model, not a spreadsheet
  • Data visualized in spatial context
  • Relationships between systems visible
  • “The HVAC serving the east wing” not “sensor ID 47832”

Device management from the design environment:

  • Commission sensors against the model
  • Monitor status spatially
  • Identify coverage gaps visually
  • Manage thousands of devices at scale

Predictive Maintenance

React less. Predict more.

AI that understands your facility can anticipate failures:

  • Pattern recognition — Anomalies detected before they become failures
  • Spatial correlation — Problems in one system affecting another
  • Historical learning — Your facility’s specific behavior, not generic models
  • Maintenance optimization — Fix things when it’s convenient, not when they break

From breakdown maintenance to predictive. From reactive to proactive.


Energy & Performance

Buildings consume 40% of global energy. Most of it is wasted.

Digital twins that understand space can optimize it:

  • HVAC optimization — Conditioning based on actual occupancy and usage
  • Lighting intelligence — Daylight harvesting, presence detection, scheduling
  • Load balancing — Distribute demand, reduce peaks
  • Simulation — Test changes before implementing

Sustainability through spatial intelligence.


What-If Analysis

Before you change the building, change the twin.

  • Renovation planning — Model changes, predict impacts
  • Capacity analysis — Can this space handle the new use?
  • Emergency simulation — Evacuation, fire spread, system failures
  • Future-proofing — How will climate change affect this facility in 20 years?

Test scenarios in simulation. Implement with confidence.


Open Standards

Your facility data shouldn’t be locked in a vendor’s platform.

  • IFC (ISO 16739) — Full Building Information Modeling semantics. Spaces, systems, relationships, properties. Not just geometry—meaning.
  • STEP (ISO 10303) — Precision geometry when you need it.
  • Open APIs — Connect to your existing BMS, CMMS, ERP. We integrate, not replace.

Your building. Your data. Your choice of systems.


The Full Lifecycle

Digital twins connect every phase:

Design    →    Construction    →    Handover    →    Operations    →    Renovation
   ↑                                                        │                │
   └────────────────────────────────────────────────────────┴────────────────┘
                              Continuous feedback loop

No more information loss at handover. No more starting from scratch. The model that was designed becomes the model that operates becomes the model that improves.


Use Cases

Commercial Buildings

Offices, retail, mixed-use. Thousands of sensors, millions of square feet.

  • Occupancy optimization
  • Tenant comfort management
  • Energy performance tracking
  • Maintenance coordination

Industrial Facilities

Factories, plants, warehouses. Where uptime is everything.

  • Production system monitoring
  • Predictive maintenance at scale
  • Process optimization
  • Safety system integration

Critical Infrastructure

Hospitals, data centers, airports. Where failure isn’t an option.

  • Redundancy monitoring
  • Compliance tracking
  • Emergency response planning
  • 24/7 operational awareness

Campuses & Portfolios

Multiple buildings, unified management.

  • Cross-facility benchmarking
  • Centralized monitoring
  • Standardized operations
  • Portfolio-wide optimization

Proven at Scale

This isn’t theory. We’ve done this work.

Our approach to facility management is built on real-world experience—including AI-powered facility management systems developed with Bilfinger, one of Germany’s leading engineering and services companies.

Enterprise-scale. Mission-critical. Operational.

25 years of building real-time systems for global enterprises. Now applied to the built environment.


For Facility Owners

Your building is your biggest asset. Manage it like one.

  • Extend equipment life through predictive maintenance
  • Reduce energy costs with spatial optimization
  • Improve occupant experience with responsive systems
  • Protect your investment with living documentation

ROI measured in years of extended life, millions in avoided costs.


For Operators

Move from reactive to proactive.

  • See your facility in 3D, not spreadsheets
  • Understand relationships between systems
  • Catch problems before they become emergencies
  • Work smarter with AI assistance

Operations transformed by spatial intelligence.


For Engineering Firms

Deliver more than a building. Deliver a living system.

  • Differentiate with digital twin handover
  • Ongoing relationship beyond construction
  • Performance guarantees backed by data
  • New service revenue streams

From one-time projects to ongoing partnerships.


The Architecture

Built for scale. Built for reality.

LayerTechnologyPurpose
MessagingNATS JetStreamReal-time event streaming at scale
SyncAutomerge CRDTDistributed updates, offline capability
GeometryIFC/STEPOpen standard spatial data
AIModel Context ProtocolIntelligent facility reasoning
IntegrationOpen APIsConnect existing systems

Event-driven. Distributed. Resilient. Open.


Complete the Loop with Publish

Digital twins generate insights—but insights need to reach people.

  • Operations reports — Energy performance, maintenance schedules, compliance status
  • Inspection forms — Checklists generated from the model, captured back digitally or on paper
  • Tenant communications — Space utilization, service schedules, building updates
  • Regulatory filings — Compliance documentation with data from sensors

All from single source. All connected to your living facility model.

Explore Publish →


Get Started

Your facility generates data constantly. Your design holds spatial intelligence. Connect them.

Whether you’re building new, retrofitting existing, or managing portfolios—the twin is ready.

Contact Us →